Original size 1140x1600

Layer | Data Sources and Media Automation

PROTECT STATUS: not protected
Longread translated automatically

Concept

«Layer» — A Telegram media outlet on how companies are integrating AI into interfaces

[1] What is it? Every weekday—a breakdown of one AI feature within a real-world product: what problem it solves, how it’s designed for the user, and how it could be improved.[2] The problem AI features are emerging faster than we can truly understand them. Knowledge about the UX of AI products is scattered and often in English, and Russian-language channels tend to discuss AI as a designer’s tool, rather than as a product itself.[3] The goal To make the task of «adding AI to an interface» no longer daunting: readers will see how real products have tackled this challenge, and they will learn to distinguish between a successful pattern and a flawed one.

[1] Target Audience student or junior, product designer, product manager, AI startup founder

[2] Channels Telegram channel and Russian pattern web library

[3] Content Segments daily breakdown, pattern of the week, AI in photography, failure analysis, carousel, video, audio, quiz

[4] Half-Year Goal 1,500 subscribers and 120 analyzed cases in the library

What constitutes a critique session

big
Original size 1525x777

Data Sources

Six source groups. The first four provide signals and context, the fifth offers texture which I gather myself, and the sixth is reader feedback.

Original size 1525x687

How each resource is structured

For each group, it is predetermined what it provides, in what format it arrives, how often it is updated, and who processes it.

Original size 1556x687

Data unit — analysis card

Original size 1525x687

Data Schema

The analysis proceeds in seven steps. The system collects and processes the data, the individual selects the topic, verifies the facts, and makes a decision.

Original size 1603x687

What does the machine do, and what does only the human do?

Original size 1525x529

Guidelines for Automated Services

Rules governing the operation of the editor’s aggregator, classifier, and AI assistant. If a rule is violated, the entry will not proceed.

Original size 1525x629
Layer | Data Sources and Media Automation
Project created at 03.11.2026
We use cookies to improve the operation of the HSE website and to enhance its usability. More detailed information on the use of cookies can be fou...
Show more